Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431680	CLM	Amber Walker	1987-09-21	UHC-16667-35	—	6375 River Rd, Miami, FL, 33158	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-60537	TPA	Gerald Foster	1993-02-26	—	5349208325	8689 Jefferson Ave, Tucson, AZ, 85762	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-420626	CLM	Mark Estrada	1989-09-12	UHC-34804-58	—	3650 Apache Blvd, Eden Prairie, MN, 55394	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-61063	TPA	Beverly Allen	1963-01-04	UHC-37163-07	7705232843	2944 Willow Ct, Jacksonville, FL, 32247	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422830	CLM	Timothy Carpenter	1970-04-07	—	—	8987 Hillcrest Rd, Mesa, AZ, 85217	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-57950	TPA	MitchellJunk	1971-03-02	—	—	9358 Jefferson Ave Apt 37, Denver, CO, 80204	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-400514	CLM	Kimberly S Henry	1947-09-26	—	7369375607	5008 Desert Sky Blvd Apt 31, Miami, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-135931	ENR	Priya Collins	1942-04-01	UHC-11691-57	9786028568	6339 Baseline Rd Apt 24, Mesa, AZ, 85246	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-58325	TPA	Mdaison Vazquez	1994-10-09	—	—	9099 Mesa Dr, Minneapolis, MN, 55480	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-108141	ENR	Maria Hamilton	1966-11-20	UHC-70067-31	5245291148	3558 Ocean Ave # 808, Sacramento, CA, 95843	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-52333	TPA	Sophia Schultz	1979-05-28	—	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-430551	CLM	Alexander J Lawrence	1974-03-07	—	—	4292 Grand Ave, Jacksonville, FL, 32279	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-405435	CLM	Byan Stevens	1944-01-04	UHC-77346-26	2625639406	6962 Maple Ave, Phoenix, AZ, 85037	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-425945	CLM	Diego W Turner	1988-02-28	UHC-92924-96	—	8225 Union St, Tampa, FL, 33644	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-113178	ENR	Gary Gutierrez	2008-08-03	UHC-77619-57	7415787953	5455 Bayshore Dr, Houston, TX, 77077	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129130	ENR	Jason I Schultz	1981-02-03	UHC-97273-73	3863732283	7823 Canyon Rd # 555, Mesa, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-100053	ENR	Maria W McCoy	1980-10-08	UHC-49836-32	8744916428	9418 Forest Ave Apt 32, Orlando, FL, 32835	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-122886	ENR	Jessica Mendez	—	—	9433476409	4733 Mountain View Dr, Miami, FL, 33137	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-141129	ENR	Michelle A Lynch	1967-09-11	UHC-07856-55	6046847334	3435 Meadow Ln, Plano, TX, 75021	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-409487	CLM	Priya K Weber	1977-01-08	UHC-74953-20	—	7071 Forest Ave, Glendale, AZ, 85398	0.48	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
PRV-25679	PRV	Wayne Lopez	1988-09-08	—	4846326261	1771 Canyon Rd, Jacksonville, FL, 32218	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-416363	CLM	Omar Meidna	1955-05-19	UHC-37490-97	—	3433 Meadow Ln, Orlando, FL, 32854	0.48	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-115025	ENR	Ana I Mendoza	1996-01-08	UHC-49984-10	9188206065	2269 Bayshore Dr, Seattle, WA, 98162	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
CLM-408317	CLM	Aaron Murphy	1951-03-16	UHC-20453-66	—	8883 Canyon Rd # 127, Nashville, TN, 37236	0.48	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-430130	CLM	Amanda Grant	1985-09-24	—	5774067108	6065 Willow Ct, Jacksonville, FL, 32277	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-112468	ENR	Jack Z Mendoza	1978-09-13	UHC-85398-59	—	6468 Camelback Rd, Chandler, AZ, 85243	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-57494	TPA	Roy Edwards	1944-11-25	—	5333321153	9892 Apache Blvd, Atlanta, GA, 30308	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-137532	ENR	Joeph E Porter	—	UHC-13992-81	8177127121	1656 Church St, Orlando, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-54610	TPA	Kayla Bailey	1981-10-10	—	6419740117	5758 Pine Dr Apt 24, Columbus, OH, 43256	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408904	CLM	Marcus Snyder	1958-10-04	UHC-27788-70	—	7609 Central Ave Apt 1, Tampa, FL, 33672	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-108891	ENR	Christian N Powell	1984-09-05	UHC-80704-75	4419011919	2322 Union St, Plano, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-402397	CLM	Hannah Ryan	1983-12-26	—	4523205161	406 Palm Dr, Mesa, AZ, 85212	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127217	ENR	Lauuren Gutierrez	1942-10-10	UHC-72049-97	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419596	CLM	Emma Rodriguez	2006-11-25	—	—	894 River Rd, Phoenix, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-403486	CLM	Megaan Y Jenkins	1988-07-16	UHC-29869-80	9145677518	9484 River Rd, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431437	CLM	Wayne Lopez	2001-12-26	UHC-76174-84	—	8070 Highland Ave, Dallas, TX, 75296	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-130610	ENR	Johsua Moraes	1986-07-14	UHC-14391-17	5097041068	2252 Spring St, Seattle, WA	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-412813	CLM	Camila Baker	—	—	9009578885	815 Ocean Ave, Las Vegas, NV, 89195	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-23054	PRV	Kenneth V Sanders	—	UHC-49739-30	—	5503 Jefferson Ave, Nashville, TN, 37274	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-431539	CLM	William Webb	1986-01-20	UHC-85317-53	3938443846	2004 Willow Ct, San Diego, CA, 92121	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-417221	CLM	Gregory Dixon	1989-11-13	UHC-47337-39	—	4750 Highland Ave, Glendale, AZ, 85314	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124050	ENR	Christine D Silva	1994-08-04	UHC-39736-97	—	6004 Mesa Dr # 184, Orlando, FL, 32894	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-412382	CLM	Scott Carroll	—	UHC-81901-52	8447594808	2169 River Rd, San Diego, CA, 92125	0.48	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
ENR-125788	ENR	Dylan O Robinson	2007-07-15	UHC-25806-40	5043219582	3396 Maple Ave Apt 14, Orlando, FL, 32819	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
CLM-406912	CLM	Priya Barnes	—	—	—	4086 Ocean Ave, Tampa, FL	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-431939	CLM	Diego P Dominguez	1985-01-01	—	6667232138	3937 Lake View Rd, Austin, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23479	PRV	Julie J Wilson	—	UHC-76381-41	2859476131	9127 Pine Dr # 522, Columbus, OH, 43249	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-125365	ENR	Christina Morgan	2007-03-17	UHC-99715-06	6007923722	5927 Cedar Ln, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54561	TPA	Anna Dunn	1979-05-15	—	2574782374	1087 Hillcrest Rd, Miami, FL, 33155	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20138	PRV	Debra W Davis	1986-02-13	—	—	1252 Church St Apt 30, Orlando, FL	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more

39,996 rows, page 27 of 800Previous Next